diff --git a/docs/source/integrations.mdx b/docs/source/integrations.mdx
index 0e37765c5..bcba6e5e5 100644
--- a/docs/source/integrations.mdx
+++ b/docs/source/integrations.mdx
@@ -2,7 +2,7 @@
 
 With Transformers it's very easy to load any model in 4 or 8-bit, quantizing them on the fly with bitsandbytes primitives.
 
-Please review the [bitsandbytes section in the Accelerate docs](https://huggingface.co/docs/transformers/v4.37.2/en/quantization#bitsandbytes).
+Please review the [bitsandbytes section in the Transformers docs](https://huggingface.co/docs/transformers/v4.37.2/en/quantization#bitsandbytes).
 
 Details about the BitsAndBytesConfig can be found [here](https://huggingface.co/docs/transformers/v4.37.2/en/main_classes/quantization#transformers.BitsAndBytesConfig).
 
@@ -21,7 +21,7 @@ quantization_config = BitsAndBytesConfig(load_in_4bit=True, bnb_4bit_compute_dty
 # PEFT
 With `PEFT`, you can use QLoRA out of the box with `LoraConfig` and a 4-bit base model.
 
-Please review the [bitsandbytes section in the Accelerate docs](https://huggingface.co/docs/peft/developer_guides/quantization#quantize-a-model).
+Please review the [bitsandbytes section in the PEFT docs](https://huggingface.co/docs/peft/developer_guides/quantization#quantize-a-model).
 
 # Accelerate